{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "09ac99f3",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "                                               \r"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "             日期   中行汇买价   中行钞买价  usd_cny   央行中间价\n",
      "0    2015-05-28  618.81  613.85   621.29  612.02\n",
      "1    2015-05-29  618.51  613.55   620.99  611.96\n",
      "2    2015-05-30  618.51  613.55   620.99  611.96\n",
      "3    2015-05-31  618.51  613.55   620.99  611.96\n",
      "4    2015-06-01  618.66  613.70   621.14  612.07\n",
      "...         ...     ...     ...      ...     ...\n",
      "2636 2025-05-20  720.43  720.43   723.46  719.31\n",
      "2637 2025-05-21  718.93  718.93   721.96  719.37\n",
      "2638 2025-05-22  719.33  719.33   722.36  719.03\n",
      "2639 2025-05-23  717.04  717.04   720.05  719.19\n",
      "2640 2025-05-24  717.04  717.04   720.05  719.19\n",
      "\n",
      "[2641 rows x 5 columns]\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1400x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import akshare as ak\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from datetime import datetime, timedelta\n",
    "\n",
    "# 最近十年日期范围\n",
    "end_date = datetime.today()\n",
    "start_date = end_date - timedelta(days=365 * 10)\n",
    "start_str = start_date.strftime(\"%Y-%m-%d\")\n",
    "end_str = end_date.strftime(\"%Y-%m-%d\")\n",
    "\n",
    "# 获取人民币汇率数据（美元兑人民币）\n",
    "def get_cny_df(start_str, end_str):\n",
    "    start_date_str = pd.to_datetime(start_str).strftime(\"%Y%m%d\")\n",
    "    end_date_str = pd.to_datetime(end_str).strftime(\"%Y%m%d\")\n",
    "    df = ak.currency_boc_sina(symbol=\"美元\", start_date=start_date_str, end_date=end_date_str)\n",
    "    df[\"日期\"] = pd.to_datetime(df[\"日期\"])\n",
    "    df = df.sort_values(\"日期\").reset_index(drop=True)\n",
    "    df = df.rename(columns={\"中行钞卖价/汇卖价\": \"usd_cny\"})\n",
    "    print(df)\n",
    "    return df[[\"日期\", \"usd_cny\"]].set_index(\"日期\")\n",
    "\n",
    "# 获取上证指数数据\n",
    "def get_sh_df(start_str, end_str):\n",
    "    df = ak.stock_zh_index_daily(symbol=\"sh000001\")\n",
    "    df[\"date\"] = pd.to_datetime(df[\"date\"])\n",
    "    df = df[(df[\"date\"] >= start_str) & (df[\"date\"] <= end_str)]\n",
    "    return df[[\"date\", \"close\"]].set_index(\"date\")\n",
    "\n",
    "# 获取数据\n",
    "cny_df = get_cny_df(start_str, end_str)\n",
    "sh_df = get_sh_df(start_str, end_str)\n",
    "\n",
    "# 合并数据\n",
    "merged = pd.merge(cny_df, sh_df, left_index=True, right_index=True, how=\"inner\")\n",
    "\n",
    "# 归一化处理\n",
    "normalized = merged / merged.iloc[0] * 100\n",
    "\n",
    "# 绘图\n",
    "plt.figure(figsize=(14, 6))\n",
    "plt.plot(normalized.index, normalized[\"usd_cny\"], label=\"美元兑人民币（钞/汇卖价）\", color=\"red\")\n",
    "plt.plot(normalized.index, normalized[\"close\"], label=\"上证指数\", color=\"blue\")\n",
    "plt.title(\"最近十年：人民币汇率与上证指数走势对比（归一化）\", fontsize=14)\n",
    "plt.ylabel(\"归一化数值（以起始日为100）\")\n",
    "plt.xlabel(\"日期\")\n",
    "plt.legend()\n",
    "plt.grid(True)\n",
    "plt.xticks(rotation=-90)\n",
    "plt.tight_layout()\n",
    "plt.show()\n"
   ]
  }
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